Evidence map›Paper›PMID 41593197›Full record

ArticleScientific reports2026

Links between infrastructure for human movement and early Ebola outbreak trajectories.

Alexandria Gonzalez, Behnam Nikparvar, M Jeremiah Matson, Kelsee Baranowski, Stephanie N Seifert, Heather D Ross, Vincent Munster, Nita Bharti

Abstract read
In one paragraph

Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

8 authors.

Alexandria GonzalezBiology Department and Center for Infectious Disease Dynamics, The Pennsylvania State University, University Park, 16802, PA, USA.
Behnam NikparvarBiology Department and Center for Infectious Disease Dynamics, The Pennsylvania State University, University Park, 16802, PA, USA.
M Jeremiah MatsonDivision of Infectious Diseases, University of Utah Health, Salt Lake, UT, 84132, USA.
Kelsee BaranowskiBiology Department and Center for Infectious Disease Dynamics, The Pennsylvania State University, University Park, 16802, PA, USA.
Stephanie N SeifertPaul G. Allen School for Global Health, Washington State University, Pullman, WA, 99164, USA.
Heather D RossDonald W. Hamer Center for Maps and Geospatial Information, The Pennsylvania State University, University Park, Libraries, PA, 16802, USA.
Vincent MunsterDivision of Intramural Research, Laboratory of Virology, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Rocky Mountain Laboratories, Hamilton, MT, 59840, USA.
Nita BhartiBiology Department and Center for Infectious Disease Dynamics, The Pennsylvania State University, University Park, 16802, PA, USA. nita@psu.edu.

Funding

Virus Ecology UnitZIAAI001179 · NIAID · NATIONAL INSTITUTE OF ALLERGY AND INFECTIOUS DISEASES · PI MUNSTER, VINCENT · 2013 to 2025
$24.3M
Measuring human behavior and ecological dimensions of pathogen transmission for outbreak control and preventionR01TW012434 · FIC · PENNSYLVANIA STATE UNIVERSITY, THE · PI BHARTI, NITA, ROBINSON, ANTHONY CHRISTIAN · 2022 to 2025
$1.9M
FIC NIH HHS R01 TW012434Intramural NIH HHS ZIA AI001179National Institute of Allergy and Infectious Diseases 1ZIAAI001179-01National Institutes of Health (NIH) - National Science Foundation (NSF) - National Institute of Food and Agriculture (NIFA) R01TW012434National Science Foundation BII 2021909National Science Foundation RAPID 2202872
6 · The paper itself

Abstract

Human movement drives the transmission and spread of communicable pathogens. It is particularly important for emerging pathogens when population susceptibility is high and spillover events are rare, which is often the case for Ebola virus (EBOV) in humans. From the first documentation in 1976 to 2020, 18 EBOV outbreaks have occurred in humans, all in Central and West Africa. Many were relatively small and spatially contained; two large outbreaks that spread widely began in 2013 and 2018. To assess the relationship between human movement and Ebola cases, we used transportation infrastructure as a proxy for movement. We also assessed cases in the first 100 days of each outbreak because this is a time point of significance in outbreak response assessment and has recently also become a goal for developing novel solutions for emerging pathogens. We digitized a printed map series and measured contemporaneous road and river networks surrounding spillover sites. We found that the lengths of roads and rivers near spillover sites at the time of spillovers were significantly correlated with the number of Ebola cases in the first 100 days of each outbreak. This relationship was consistent across time and space and suggests that static measures of transportation networks during an outbreak are reasonable indicators of connectivity, movement, and potential pathogen spread. This finding may be useful for guiding management and early containment efforts for outbreaks in data-limited settings to understand connectivity and movement from source locations.

Indexed as

Disease OutbreaksHemorrhagic Fever, EbolaAfrica, WesternEbolavirusHumansTransportationEbolaMovementPathogen transmissionRoadsSpillovers

Identifiers

PMID41593197
PMCPMC12855892

What OpenQuestion holds

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LicenceCC BY-NC-ND
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.